DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation. - Jungeun Kim; Kookjin Lee; Dongeun Lee 001; Sheo Yon Jhin; Noseong Park (AAAI, 2021)

Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting. - Sheo Yon Jhin; Heejoo Shin; Seoyoung Hong 001; Minju Jo; Solhee Park; Noseong Park; Seungbeom Lee; Hwiyoung Maeng; Seungmin Jeon (ICDM, 2021)

ACE-NODE: Attentive Co-Evolving Neural Ordinary Differential Equations. - Sheo Yon Jhin; Minju Jo; Taeyong Kong; Jinsung Jeon; Noseong Park (KDD, 2021)

Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting. - Sheo Yon Jhin; Heejoo Shin; Seoyoung Hong 001; Solhee Park; Noseong Park (CoRR, 2021)

LORD: Lower-Dimensional Embedding of Log-Signature in Neural Rough Differential Equations. - Jaehoon Lee 002; Jinsung Jeon; Sheo Yon Jhin; Jihyeon Hyeong; Jayoung Kim 002; Minju Jo; Seungji Kook; Noseong Park (ICLR, 2022)

EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting. - Sheo Yon Jhin; Jaehoon Lee 002; Minju Jo; Seungji Kook; Jinsung Jeon; Jihyeon Hyeong; Jayoung Kim 002; Noseong Park (WWW, 2022)

Learnable Path in Neural Controlled Differential Equations. - Sheo Yon Jhin; Minju Jo; Seungji Kook; Noseong Park (AAAI, 2023)

Precursor-of-Anomaly Detection for Irregular Time Series. - Sheo Yon Jhin; Jaehoon Lee 002; Noseong Park (KDD, 2023)

Learnable Path in Neural Controlled Differential Equations. - Sheo Yon Jhin; Minju Jo; Seungji Kook; Noseong Park; Sungpil Woo; Sunhwan Lim (CoRR, 2023)

Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization. - Sheo Yon Jhin; Seojin Kim; Noseong Park (KDD, 2024)

Attentive neural controlled differential equations for time-series classification and forecasting. - Sheo Yon Jhin; Heejoo Shin; Sujie Kim; Seoyoung Hong 001; Minju Jo; Solhee Park; Noseong Park; Seungbeom Lee; Hwiyoung Maeng; Seungmin Jeon (Knowl. Inf. Syst., 2024)